{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Delay Coordinates & Neighborhoods\n",
    "\n",
    "\n",
    "Topics:\n",
    "* Delay coordinates & why they ROCK!\n",
    "* A `Reconstruction` is a subtype of `AbstractDataset`\n",
    "* Estimating Parameters for `Reconstruction`s\n",
    "* Multiple-time, multiple timeseries `Reconstruction`s\n",
    "* Finding neighborhoods of points in a `Dataset`\n",
    "* Excluding temporal neighbors\n",
    "\n",
    "---\n",
    "\n",
    "# Delay Coordinates Reconstruction\n",
    "Let's say you have a \"real-world system\" which you measure in an experimental set-up. You are assuming that the system is composed of several dynamic variables, but you can only measure one of them (or some function of the variable).\n",
    "\n",
    "You have a severe lack of recorded information for the system. What do you do?\n",
    "1. Give up on science, it is a complete waste of time.\n",
    "2. Use [Taken's theorem](https://en.wikipedia.org/wiki/Takens%27s_theorem), which is indistinguishable from magic.\n",
    "\n",
    "**DynamicalSystems.jl** suggests the third approach.\n",
    "\n",
    "From a timeseries $s$ one can *reconstruct* a state-space $\\mathbf{z}$ simply by shifting $s$ in time, like\n",
    "  \n",
    "  $$\\mathbf{z}(n) = (s(n), s(n+\\tau), s(n+2\\tau), \\dots, s(n+(D-1)\\tau))$$\n",
    "  \n",
    "This is done with the `Reconstruction(s, D, τ)` function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "using DynamicalSystems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(D=3, τ=4) - delay coordinates Reconstruction\n",
       " 0.176759   0.0721623  0.971357\n",
       " 0.0865677  0.830039   0.520456\n",
       " 0.753545   0.717811   0.926251\n",
       " 0.0294858  0.131078   0.92003 \n",
       " 0.0721623  0.971357   0.476299\n",
       " 0.830039   0.520456   0.729317\n",
       " 0.717811   0.926251   0.492605\n",
       " 0.131078   0.92003    0.277937\n",
       " 0.971357   0.476299   0.495525\n",
       " 0.520456   0.729317   0.833445\n",
       " 0.926251   0.492605   0.134901\n",
       " 0.92003    0.277937   0.541736\n",
       " 0.476299   0.495525   0.175084\n",
       " ⋮                             \n",
       " 0.481943   0.11354    0.996136\n",
       " 0.142773   0.901661   0.912499\n",
       " 0.792186   0.686386   0.226366\n",
       " 0.399274   0.812036   0.494278\n",
       " 0.11354    0.996136   0.227309\n",
       " 0.901661   0.912499   0.799222\n",
       " 0.686386   0.226366   0.759095\n",
       " 0.812036   0.494278   0.666222\n",
       " 0.996136   0.227309   0.227406\n",
       " 0.912499   0.799222   0.13494 \n",
       " 0.226366   0.759095   0.401803\n",
       " 0.494278   0.666222   0.195251\n"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = rand(100000)\n",
    "D = 3 # reconstruction dimension\n",
    "τ = 4 # reconstruction delay\n",
    "R = Reconstruction(s, D, τ)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Here are some nice examples of `Reconstruction`s of a 3D continuous chaotic system, using each of the variables of the system, different delay times and dimension of `2`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 1200x1000 with 9 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using DynamicalSystems, PyPlot\n",
    "\n",
    "ds = Systems.gissinger(ones(3)) # 3D continuous chaotic system, also shown in orbit diagrams tutorial\n",
    "dt = 0.05\n",
    "data = trajectory(ds, 1000.0, dt = dt)\n",
    "\n",
    "xyz = columns(data)\n",
    "\n",
    "figure(figsize = (12,10))\n",
    "k = 1\n",
    "for i in 1:3\n",
    "    for τ in [5, 30, 100]\n",
    "        R = Reconstruction(xyz[i], 2, τ)\n",
    "        ax = subplot(3,3,k)\n",
    "        plot(R[:, 1], R[:, 2], color = \"C$(k-1)\", lw = 0.8)\n",
    "        title(\"var = $i, τ = $τ\")\n",
    "        k+=1\n",
    "    end\n",
    "end\n",
    "\n",
    "tight_layout()\n",
    "suptitle(\"2D Reconstructions\")\n",
    "subplots_adjust(top=0.9);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How does this compare to the \"real\" two-dimensional representation of the system?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 600x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(6,4))\n",
    "plot(data[:, 2], data[:, 3], lw=1.0);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# `Reconstruction <: AbstractDataset`\n",
    "A `Reconstruction` instance can be passed around and used exactly like a `Dataset`!\n",
    "\n",
    "Let's look at a `Reconstruction` of data from a gissinger system's trajectory above"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "true"
      ],
      "text/plain": [
       "true"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "R = Reconstruction(data[:, 1], 2, 30)\n",
    "R[31:end, 1] == R[1:end-30, 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.6786109020458012"
      ],
      "text/plain": [
       "0.6786109020458012"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = 0.0\n",
    "for point ∈ R\n",
    "    a += mean(point)\n",
    "end\n",
    "a/length(R)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Taken's theorem says that some quantities remain invariant under a reconstruction**\n",
    "\n",
    "We'll show this using a `Reconstruction` with the 3rd dimension of `data`.\n",
    "\n",
    "(D = 2 is not best for this system. D = 3 is better!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(D=3, τ=30) - delay coordinates Reconstruction\n",
       " 1.0       -0.984837  -1.48932\n",
       " 0.953553  -1.01922   -1.49026\n",
       " 0.90227   -1.05132   -1.48912\n",
       " 0.846142  -1.08134   -1.48561\n",
       " 0.785246  -1.10948   -1.47943\n",
       " 0.719745  -1.1359    -1.47025\n",
       " 0.649903  -1.16077   -1.4577 \n",
       " 0.576079  -1.18424   -1.44137\n",
       " 0.498731  -1.20646   -1.42086\n",
       " 0.418402  -1.22754   -1.39571\n",
       " 0.335711  -1.24759   -1.36549\n",
       " 0.251332  -1.26671   -1.32974\n",
       " 0.165978  -1.28499   -1.28802\n",
       " ⋮                            \n",
       " 0.938293   1.14528    1.36654\n",
       " 0.945054   1.15239    1.37416\n",
       " 0.951822   1.15951    1.3818 \n",
       " 0.958598   1.16665    1.38943\n",
       " 0.965381   1.17382    1.39708\n",
       " 0.972172   1.181      1.40473\n",
       " 0.97897    1.1882     1.41238\n",
       " 0.985776   1.19542    1.42003\n",
       " 0.99259    1.20266    1.42768\n",
       " 0.999412   1.20991    1.43532\n",
       " 1.00624    1.21719    1.44296\n",
       " 1.01308    1.22449    1.45059\n"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "R = Reconstruction(data[:, 1], 3, 30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's compare the information dimension of the `Reconstruction`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "1.7636719663039608"
      ],
      "text/plain": [
       "1.7636719663039608"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "I1 = information_dim(R)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and the information dimension of the attractor directly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "1.7489325489667893"
      ],
      "text/plain": [
       "1.7489325489667893"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "I2 = information_dim(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|Reconstructed - original| dimension: 0.014739417337171545\n"
     ]
    }
   ],
   "source": [
    "println(\"|Reconstructed - original| dimension: $(abs(I1 - I2))\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Estimating Reconstruction Parameters\n",
    "\n",
    "It is important to understand that even though Taken's theorem is 99% magic, it is **not** 100%. One still has to choose \"appropriately good\" values for both the delay time as well as the reconstruction dimension! Thankfully, **DynamicalSystems.jl** has some support for that as well!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* `estimate_delay` estimates delay time `τ` using the autocorrelation of the signal\n",
    "* `estimate_dimension` returns an estimator of the embedding dimension `D` using Cao's method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multiple-time, multiple-timeseries Reconstructions\n",
    "\n",
    "The `Reconstruction` we have seen so far is just a \"Vanilla version\"...\n",
    "\n",
    "One can also perform:\n",
    "\n",
    "1. Reconstructions with multiple delay times, which tries to capture the effect of multiple timescales existing in a system.\n",
    "2. Reconstructions with multiple timeseries.\n",
    "3. Reconstructions with multiple timeseries *and* multiple delay times!\n",
    "\n",
    "See the documentation string of `Reconstruction` for more!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Neighborhoods \n",
    "\n",
    "A \"neighborhood\" is a collection of points that is near a given point. `Dataset`s interface the module [`NearestNeighbors`](https://github.com/KristofferC/NearestNeighbors.jl) in order to find this neighborhood.\n",
    "\n",
    "We use the function `neighborhood`. The call signature is:\n",
    "```julia\n",
    "neighborhood(point, tree, ntype)\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`point` is simply the query point. `tree` is the structure required by [`NearestNeighbors`](https://github.com/KristofferC/NearestNeighbors.jl), and is obtained simply by:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NearestNeighbors.KDTree{StaticArrays.SArray{Tuple{3},Float64,1,3},Distances.Euclidean,Float64}\n",
       "  Number of points: 1000\n",
       "  Dimensions: 3\n",
       "  Metric: Distances.Euclidean(0.0)\n",
       "  Reordered: true"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = Dataset(rand(1000,3))\n",
    "tree = KDTree(dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The third argument to `neighborhood` is the *type* of the neighborhood. \n",
    "\n",
    "* There are two types of neighborhoods!\n",
    "\n",
    "The first one is defined as the `k` nearest points to a given point. It is represented in code by:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DynamicalSystemsBase.FixedMassNeighborhood(3)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mybuddies = FixedMassNeighborhood(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*For experts: for a `FixedMassNeighborhood` a KNN search is done*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-element Array{Int64,1}:\n",
       " 386\n",
       " 825\n",
       " 531"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "point = ones(3)\n",
    "n = neighborhood(point, tree, mybuddies)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that the `neighborhood` function does not return the points themselves, but rather the indices of the points in the original data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fixed mass neighborhood of [1.0, 1.0, 1.0] is:\n",
      "[0.861946, 0.867959, 0.961808]\n",
      "[0.846365, 0.947716, 0.997807]\n",
      "[0.871497, 0.941713, 0.879257]\n"
     ]
    }
   ],
   "source": [
    "println(\"Fixed mass neighborhood of $(point) is:\")\n",
    "\n",
    "for i in n\n",
    "    println(dataset[i])\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "The second type of neighborhood contains all the points that are within some given distance `ε` from the query.\n",
    "\n",
    "In code, we represent this as:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DynamicalSystemsBase.FixedSizeNeighborhood(0.001)"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "where_u_at = FixedSizeNeighborhood(0.001)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " *For experts: for `FixedSizeNeighborhood` an inrange search is done*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0-element Array{Int64,1}"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n2 = neighborhood(point, tree, where_u_at)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-element Array{Int64,1}:\n",
       " 386\n",
       " 531\n",
       " 825"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plz_come_closer = FixedSizeNeighborhood(0.2)\n",
    "n2 = neighborhood(point, tree, plz_come_closer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fixed size neighborhood of [1.0, 1.0, 1.0] is:\n",
      "[0.861946, 0.867959, 0.961808]\n",
      "[0.871497, 0.941713, 0.879257]\n",
      "[0.846365, 0.947716, 0.997807]\n"
     ]
    }
   ],
   "source": [
    "println(\"Fixed size neighborhood of $(point) is:\")\n",
    "\n",
    "for i in n2\n",
    "    println(dataset[i])\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Okay, so points that have distance < ε are accepted as a neighborhood.\n",
    "\n",
    "How do we define the \"distance\" though? When defining a `tree`, you can optionally give a distance function. By default Euclidean distance is used, but others also work. For example, we can use the `Distances` package to get distance functions,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Distances"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and define the distance as the `Distances`'s `Chebyshev` distance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NearestNeighbors.KDTree{StaticArrays.SArray{Tuple{3},Float64,1,3},Distances.Chebyshev,Float64}\n",
       "  Number of points: 1000\n",
       "  Dimensions: 3\n",
       "  Metric: Distances.Chebyshev()\n",
       "  Reordered: true"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "funky_tree = KDTree(dataset, Chebyshev())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9-element Array{Int64,1}:\n",
       " 386\n",
       " 291\n",
       " 174\n",
       " 531\n",
       " 563\n",
       " 686\n",
       " 571\n",
       " 467\n",
       " 825"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n3 = neighborhood(point, funky_tree, plz_come_closer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Excluding temporal neighbors\n",
    "\n",
    "Before moving on, let's see one last thing.\n",
    "\n",
    "In this example, the point I want the neighborhood of is now part of my dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "point = dataset[end]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's calculate again the two neighborhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tree = KDTree(dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll find suuuuuuuper close neighbors with a **very** small $\\epsilon$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ε = 0.000001\n",
    "where_u_at = FixedSizeNeighborhood(ε)\n",
    "n2 = neighborhood(point, tree, where_u_at)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and now we can find the nearest neighbor:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_best_friend = FixedMassNeighborhood(1)\n",
    "n3 = neighborhood(point, tree, my_best_friend)\n",
    "\n",
    "println(n2)\n",
    "println(n3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "length(dataset) == n2[1] == n3[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**What is happening here is that the `neighborhood` also counted the `point` itself, since it is also part of the dataset.**\n",
    "\n",
    "* Almost always this behavior needs to be avoided. For this reason, there is a second method for `neighborhood`:\n",
    "\n",
    "```julia\n",
    "neighborhood(point, tree, ntype, idx::Int, w::Int = 1)\n",
    "```\n",
    "\n",
    "In this case, `idx` is the index of the point in the original data. `w` stands for the Theiler window (positive integer).\n",
    "\n",
    "Only points that have index\n",
    "`abs(i - idx) ≥ w` are returned as a neighborhood, to exclude close temporal neighbors.\n",
    "\n",
    "* The default `w=1` is the case of excluding the `point` itself.\n",
    "\n",
    "---\n",
    "\n",
    "Let's revisit the last example (using the default value of `w = 1`):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "point = dataset[end]\n",
    "idx = length(dataset)\n",
    "\n",
    "n2 = neighborhood(point, tree, where_u_at, idx)\n",
    "n3 = neighborhood(point, tree, my_best_friend, idx)\n",
    "\n",
    "println(n2)\n",
    "println(n3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, there isn't *any* neighbor of `point` with distance `< 0.000001` in this dataset, but there is always a nearest neighbor:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "println(dataset[n3[1]], \" is the nearest neighbor of \", point)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Docstrings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "?Reconstruction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "?neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "?AbstractNeighborhood"
   ]
  }
 ],
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